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On the Invariance and Generality of Neural Scaling Laws

cs.LG · 2026-05-08 · unverdicted · novelty 7.0

Neural scaling laws are invariant under bijective data transformations and change predictably with information resolution ρ under non-bijective transformations, enabling cross-domain transport of fitted exponents.

ORTHOBO: Orthogonal Bayesian Hyperparameter Optimization

cs.LG · 2026-05-07 · unverdicted · novelty 5.0

OrthoBO introduces an orthogonal acquisition estimator subtracting an optimally weighted score-function control variate to reduce Monte Carlo variance, preserve the acquisition target, and improve ranking stability in Bayesian hyperparameter optimization.

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  • On the Invariance and Generality of Neural Scaling Laws cs.LG · 2026-05-08 · unverdicted · none · ref 19

    Neural scaling laws are invariant under bijective data transformations and change predictably with information resolution ρ under non-bijective transformations, enabling cross-domain transport of fitted exponents.